{"id":"W3199103380","doi":"10.1016/j.jval.2021.07.005","title":"What Is Value in Health and Healthcare? A Systematic Literature Review of Value Assessment Frameworks","year":2021,"lang":"en","type":"review","venue":"Value in Health","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Health care; Weighting; Context (archaeology); Systematic review; Computer science; Actuarial science; Medicine; MEDLINE; Business; Economics; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.08444209,0.001054718,0.01780501,0.001935794,0.0002092292,0.0003257708,0.0007847306,0.001474026,0.00007995593],"category_scores_gemma":[0.00568932,0.001181425,0.0008192643,0.002478643,0.0001010157,0.0008014914,0.0002481021,0.003295966,0.00009226382],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006372472,"about_ca_system_score_gemma":0.008163505,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007669572,"about_ca_topic_score_gemma":0.0001048544,"domain_scores_codex":[0.9498389,0.01626579,0.02938386,0.002359827,0.000549458,0.001602214],"domain_scores_gemma":[0.9735585,0.005428629,0.01767997,0.002183944,0.0001930591,0.0009559395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001610482,0.0001644168,0.0001434373,0.9082239,0.0001026032,0.000009146348,0.002951486,0.00005638633,2.873525e-10,0.07873187,0.002810179,0.006804911],"study_design_scores_gemma":[0.0003466275,0.0001858156,0.00002161882,0.7820305,0.00002682715,0.00007713939,0.0006813782,0.001432685,2.481964e-9,0.002761867,0.2118806,0.0005549794],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006593913,0.9149616,0.0002130668,0.07159148,0.002374471,0.01008702,0.0006706236,0.00003714336,0.00005803024],"genre_scores_gemma":[0.000006969411,0.9355554,0.004812772,0.05751658,0.0002802325,0.001130208,0.0004035087,0.0001585229,0.0001357824],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2090704,"threshold_uncertainty_score":0.9998223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3813205432370809,"score_gpt":0.5037583313132762,"score_spread":0.1224377880761953,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}